WORK / FROM QUESTION TO IMPLEMENTATION

A collection of
connected ideas.

Dashboards, data pipelines, automation, and learning projects. Explore the case studies or search the full GitHub collection.

97 public repositories80 project previews12 case studies17 clearly labeled forksGitHub profile

Open a project to explore its preview, toolkit, and available source files.

97 repositories

github / Stock-Price-Data-PipelineSOURCE MAP
PROJECT SNAPSHOTStock Price Data Pipeline

An end-to-end automated data pipeline built with Apache Airflow, Apache Spark, MinIO, PostgreSQL, and Metabase.

SELECTED PATHS03
  1. docker-compose.override.yml
  2. pyrightconfig.json
  3. dags/random_number_checker.py
TOOLKIT↗
Apache SparkPostgreSQLMinIOMetabase
Open project
Data engineering

Stock Price Data Pipeline

An end-to-end automated data pipeline built with Apache Airflow, Apache Spark, MinIO, PostgreSQL, and Metabase.

Apache SparkPostgreSQLMinIOMetabase
github / national-insurance-data-warehouseSOURCE MAP
PROJECT SNAPSHOTNational Insurance Data Warehouse

An end-to-end data pipeline and warehouse solution for managing and analyzing synthetic Egyptian National Insurance data…

SELECTED PATHS03
  1. docker-compose.yml
  2. dags/form5_etl_dag.py
  3. logs/query_log.sql
TOOLKIT↗
Power BIPythonSQLAirflow
Open project
Data engineering

National Insurance Data Warehouse

An end-to-end data pipeline and warehouse solution for managing and analyzing synthetic Egyptian National Insurance data (specifically Form 5 records). This repository covers the complete lifecycle of data, from raw data generation …

Power BIPythonSQLAirflow
github / deep-clean-data-toolSOURCE MAP
PROJECT SNAPSHOTDeepClean OS

A Python data-preparation framework and Streamlit application covering missing values, outliers, validation, and feature scaling.

SELECTED PATHS03
  1. app.py
  2. docs/architecture.md
  3. notebook/data_cleaning_tool.ipynb
TOOLKIT↗
PythonPandasScikit-LearnStreamlit
Open project
Apps & tools

DeepClean OS

A Python data-preparation framework and Streamlit application covering missing values, outliers, validation, and feature scaling.

PythonPandasScikit-LearnStreamlit
github / sohila-k-abbas-websiteSOURCE MAP
PROJECT SNAPSHOTSohila Khaled Abbas — Portfolio

This repository contains the source code for a personal data portfolio website built for Sohila Khaled Abbas — a recognized BI…

SELECTED PATHS03
  1. components.json
  2. firebase.json
  3. index.html
TOOLKIT↗
PythonSQLPostgreSQLSupabase
Open project
Apps & tools

Sohila Khaled Abbas — Portfolio

This repository contains the source code for a personal data portfolio website built for Sohila Khaled Abbas — a recognized BI Developer, Data Analytics Engineer, and Top 200 Arabic-Speaking Influencer in data education.

PythonSQLPostgreSQLSupabase
github / world-economy-bi-projectSOURCE MAP
PROJECT SNAPSHOTGlobal Economy Analysis (World Bank + HDI)

A data-driven one-page report on the state of the global economy using World Bank and UN HDI datasets.

SELECTED PATHS03
  1. main.py
  2. notebooks/api_deployment.ipynb
  3. notebooks/data_profiling_and_validation.ipynb
TOOLKIT↗
Power BIPythonAirflowDocker
Open project
BI & analytics

Global Economy Analysis (World Bank + HDI)

A data-driven one-page report on the state of the global economy using World Bank and UN HDI datasets.

Power BIPythonAirflowDocker
github / home-services-lead-intelligenceSOURCE MAP
PROJECT SNAPSHOTHome Services Lead Intelligence

A provenance-first public business-data discovery pipeline for Egypt's home-services market.

SELECTED PATHS01
  1. README.md
TOOLKIT↗
Pythonopenstreetmapopenstreetmap-apipssql
Open project
BI & analytics

Home Services Lead Intelligence

A provenance-first public business-data discovery pipeline for Egypt's home-services market.

Pythonopenstreetmapopenstreetmap-apipssql
github / data-career-roadmap-generatorSOURCE MAP
PROJECT SNAPSHOTData & AI Career Roadmap Generator

An end-to-end data engineering pipeline that scrapes real-time job market data across multiple platforms, extracts technical…

SELECTED PATHS03
  1. docker-compose.yml
  2. docs/architecture.md
  3. docs/setup.md
TOOLKIT↗
PythonAirflowDockerPandas
Open project
Learning & resources

Data & AI Career Roadmap Generator

An end-to-end data engineering pipeline that scrapes real-time job market data across multiple platforms, extracts technical skills using Gemini 2.0 Flash, and powers an interactive Serverless Next.js web application to generate seq…

PythonAirflowDockerPandas
github / sql-server-data-platformSOURCE MAP
PROJECT SNAPSHOTEnterprise SQL Server Data Platform & DBRE Sandbox

This repository serves as an operational codebase and architectural proof of competency for modern Data Engineering & Database…

SELECTED PATHS03
  1. SECURITY.md
  2. docker/docker-compose.yml
  3. docs/architecture-diagram.md
TOOLKIT↗
PythonSQLDockerSQL Server
Open project
Data engineering

Enterprise SQL Server Data Platform & DBRE Sandbox

This repository serves as an operational codebase and architectural proof of competency for modern Data Engineering & Database Reliability Engineering (DBRE) on Microsoft SQL Server 2022. It is engineered directly from the curriculu…

PythonSQLDockerSQL Server
github / ecommerce-flash-sale-analysisSOURCE MAP
PROJECT SNAPSHOTScalper Bot Analytics & Flash Sale Cannibalization

A forensic data engineering investigation into how "Cyber Flash Drops" are silently destroying profit margins through…

SELECTED PATHS03
  1. databricks.yml
  2. dashboards/VoltEdge_Dark.json
  3. docs/data_lineage.md
TOOLKIT↗
Apache SparkDatabricksDelta LakePython
Open project
BI & analytics

Scalper Bot Analytics & Flash Sale Cannibalization

A forensic data engineering investigation into how "Cyber Flash Drops" are silently destroying profit margins through deal-sniper users and coordinated bot exploitation.

Apache SparkDatabricksDelta LakePython
github / Excel-VBA-Second-BrainSOURCE MAP
PROJECT SNAPSHOTExcel VBA Second Brain

A personal knowledge system for mastering Excel VBA, Macros, Automation Architecture, Debugging, UserForms, and Office Suite…

SELECTED PATHS03
  1. SECURITY.md
  2. 00 - Dashboard/Home.md
  3. 00 - Dashboard/Knowledge Map.md
TOOLKIT↗
PythonPower QueryExcelVBA
Open project
Learning & resources

Excel VBA Second Brain

A personal knowledge system for mastering Excel VBA, Macros, Automation Architecture, Debugging, UserForms, and Office Suite Integration

PythonPower QueryExcelVBA
github / S-OP_DashboardSOURCE MAP
PROJECT SNAPSHOTOmnichannel Sales & Operations (S&OP) Dashboard

An Omnichannel Sales & Operations Planning (S&OP) Dashboard built with Microsoft Power BI. This repository leverages the new…

SELECTED PATHS03
  1. docs/sop_workflow.md
  2. S&OP_Dashboard.pbip
  3. docs/data_dictionary.md
TOOLKIT↗
Power BIPythonDAXPower Query
Open project
BI & analytics

Omnichannel Sales & Operations (S&OP) Dashboard

An Omnichannel Sales & Operations Planning (S&OP) Dashboard built with Microsoft Power BI. This repository leverages the new Power BI Project (.pbip) format and Tabular Model Definition Language (TMDL) for standard git-based version…

Power BIPythonDAXPower Query
github / docker-hadoopSOURCE MAP
PROJECT SNAPSHOTApache Hadoop Enterprise Multi-Platform Lab

, fully configured Big Data environment for local development, education, and distributed processing.

SELECTED PATHS02
  1. docker-compose.yml
  2. SECURITY.md
TOOLKIT↗
PythonSQLPySparkDocker
Open project
Data engineering

Apache Hadoop Enterprise Multi-Platform Lab

, fully configured Big Data environment for local development, education, and distributed processing.

PythonSQLPySparkDocker
github / job-scraperSOURCE MAP
PROJECT SNAPSHOTJob Scraper

Crawl job listings for a search (e.g., "data analyst", Cairo) from Indeed, extract structured fields, store into SQLite, keep…

SELECTED PATHS03
  1. configs/example_config.yml
  2. python/etl.ipynb
  3. python/job-scraper-pipeline.ipynb
TOOLKIT↗
PythonPandasSelenium
Open project
BI & analytics

Job Scraper

Crawl job listings for a search (e.g., "data analyst", Cairo) from Indeed, extract structured fields, store into SQLite, keep deduped & incremental updates.

PythonPandasSelenium
github / nl2sql_pipelineSOURCE MAP
PROJECT SNAPSHOTNatural Language to SQL (NL2SQL) Pipeline

A , secure Natural Language to SQL (NL2SQL) pipeline using Python, LangChain, and SQLAlchemy.

SELECTED PATHS03
  1. app.py
  2. main.py
  3. src/__init__.py
TOOLKIT↗
PythonSQLPandasLangChain
Open project
Automation & AI

Natural Language to SQL (NL2SQL) Pipeline

A , secure Natural Language to SQL (NL2SQL) pipeline using Python, LangChain, and SQLAlchemy.

PythonSQLPandasLangChain
github / data-engineering-learning-roadmapSOURCE MAP
PROJECT SNAPSHOTData Engineering Learning Roadmap

A practical, self-paced roadmap for SQL, Python, analytics engineering, data pipelines, big data, and portfolio projects.

SELECTED PATHS03
  1. ROADMAP.md
  2. docs/ADD_VIDEO_RESOURCES.md
  3. docs/CAPSTONE.md
TOOLKIT↗
Power BIPythonSQLAirflow
Open project
Learning & resources

Data Engineering Learning Roadmap

A practical, self-paced roadmap for SQL, Python, analytics engineering, data pipelines, big data, and portfolio projects.

Power BIPythonSQLAirflow
github / udemy-networking-fundamentalsUPSTREAM RESOURCE
PROJECT SNAPSHOTudemy-networking-fundamentals

Udemy Course - Fundamentals of Networking for Effective Backend Design

SELECTED PATHS—
No source files in this snapshot.The repository link remains available for context.
TOOLKIT↗
C
Upstream & source
LEARNING FORK

udemy-networking-fundamentals

Udemy Course - Fundamentals of Networking for Effective Backend Design

C
Forked from andrenbrandao/udemy-networking-fundamentals
github / fundamentals-of-operating-systems-labsSOURCE MAP
PROJECT SNAPSHOTFundamentals of Operating Systems — Course & Labs Companion

An engineering-first, hands-on repository covering core operating system internals, process anatomy, virtual memory, CPU cache…

SELECTED PATHS03
  1. docker-compose.yml
  2. docs/os-cheat-sheet.md
  3. docs/references.md
TOOLKIT↗
PythonDockerPostgreSQL
Open project
Learning & resources

Fundamentals of Operating Systems — Course & Labs Companion

An engineering-first, hands-on repository covering core operating system internals, process anatomy, virtual memory, CPU cache lines, socket buffers, page cache, and copy-on-write (COW).

PythonDockerPostgreSQL
github / ab-testing-marketing-conversionSOURCE MAP
PROJECT SNAPSHOTA/B Testing for Marketing Conversion

A/B testing project analyzing the impact of a marketing ad campaign on user conversions using Python, PostgreSQL, and Excel.…

SELECTED PATHS03
  1. analysis/A_B_Testing_Marketing_Conversion_Analysis.ipynb
  2. sql/Creating Table Query.sql
  3. sql/Prepare a Contingency Table Using SQL.sql
TOOLKIT↗
PythonExcelSQLPostgreSQL
Open project
BI & analytics

A/B Testing for Marketing Conversion

A/B testing project analyzing the impact of a marketing ad campaign on user conversions using Python, PostgreSQL, and Excel. Includes statistical tests (Z-test, Chi-square), data cleaning, SQL queries, and business insights.

PythonExcelSQLPostgreSQL
github / COURSE-EXCEL-ZERO-TO-HEROSOURCE MAP
PROJECT SNAPSHOTExcel Zero to Hero: Second Brain & Analytics Repository

A Obsidian Knowledge System, Interactive Learning Web Platform, Data Analytics Curriculum, and GitHub Portfolio Repository for…

SELECTED PATHS03
  1. implementation.md
  2. SECURITY.md
  3. 00_Home/Course Dashboard.md
TOOLKIT↗
Power BIPythonSQLSQL Server
Open project
Learning & resources

Excel Zero to Hero: Second Brain & Analytics Repository

A Obsidian Knowledge System, Interactive Learning Web Platform, Data Analytics Curriculum, and GitHub Portfolio Repository for mastering modern Microsoft Excel, Power Query, Power Pivot, DAX, AI-Assisted Workflows, and Executive Das…

Power BIPythonSQLSQL Server
github / ai-automation-roadmapSOURCE MAP
PROJECT SNAPSHOTThe Data Tea · AI Automation Roadmap

An interactive learning roadmap for AI automation, featuring n8n and adjacent automation tools as structured data-tea products.…

SELECTED PATHS03
  1. docs/verified-youtube-call-workflow-tool-match.json
  2. docs/verified-youtube-hubspot-workflows-match.json
  3. docs/verified-youtube-n8n-v2-subworkflows-match.json
TOOLKIT↗
SQLMySQLn8nOpenAI
Open project
Learning & resources

The Data Tea · AI Automation Roadmap

An interactive learning roadmap for AI automation, featuring n8n and adjacent automation tools as structured data-tea products. · Built with Manus

SQLMySQLn8nOpenAI
github / ride-sharing-kafka-pipelineSOURCE MAP
PROJECT SNAPSHOTRide-Sharing Real-Time Kafka Pipeline

event streaming pipeline with automated orchestration, idempotent production, at-most-once consumption, and high-throughput…

SELECTED PATHS03
  1. docs/architecture.md
  2. docs/data_dictionary.md
  3. docs/delivery_semantics.md
TOOLKIT↗
PythonDockerApache Kafka
Open project
Data engineering

Ride-Sharing Real-Time Kafka Pipeline

event streaming pipeline with automated orchestration, idempotent production, at-most-once consumption, and high-throughput topic architecture.

PythonDockerApache Kafka
github / kafka-clusterSOURCE MAP
PROJECT SNAPSHOTKafka Cluster Lab

A , 3-broker Apache Kafka cluster with ZooKeeper, designed for Big Data & Spark Structured Streaming integration.

SELECTED PATHS03
  1. docker-compose.yml
  2. SECURITY.md
  3. docs/ARCHITECTURE.md
TOOLKIT↗
PythonSQLPySparkDocker
Open project
Data engineering

Kafka Cluster Lab

A , 3-broker Apache Kafka cluster with ZooKeeper, designed for Big Data & Spark Structured Streaming integration.

PythonSQLPySparkDocker
github / hive-scd2-datapill-labSOURCE MAP
PROJECT SNAPSHOTBig Data Lab 2 Solution – Data Engineering Diploma

Data Engineering Diploma (Data Pill Academy) - Big Data Lab 2: Hive Internal vs. External Tables & Non-Transactional SCD Type 2…

SELECTED PATHS03
  1. docker-compose.yml
  2. generate_submission_doc.py
  3. docs/Hive_Lab_Submission.md
TOOLKIT↗
PythonSQLDatabricksPySpark
Open project
BI & analytics

Big Data Lab 2 Solution – Data Engineering Diploma

Data Engineering Diploma (Data Pill Academy) - Big Data Lab 2: Hive Internal vs. External Tables & Non-Transactional SCD Type 2 Architecture

PythonSQLDatabricksPySpark
github / the-data-teaSOURCE MAP
PROJECT SNAPSHOTThe Data Tea

The Data Tea is an interactive, community-driven career guidance portal for aspiring data professionals. It helps anyone — from…

SELECTED PATHS03
  1. components.json
  2. package.json
  3. tsconfig.json
TOOLKIT↗
TypeScriptdatadata-analysisdata-engineering
Open project
Apps & tools

The Data Tea

The Data Tea is an interactive, community-driven career guidance portal for aspiring data professionals. It helps anyone — from total beginners to mid-career switchers — discover which data career path fits their personality, then h…

TypeScript
github / hr-analytics-hubSOURCE MAP
PROJECT SNAPSHOTHR Ecosystem Portal

An advanced, serverless Single-Page Application (SPA) built on Google Apps Script. This tool empowers HR professionals to upload…

SELECTED PATHS03
  1. appsscript.json
  2. docs/architecture.md
  3. docs/data_flow.md
TOOLKIT↗
Excel
Open project
Apps & tools

HR Ecosystem Portal

An advanced, serverless Single-Page Application (SPA) built on Google Apps Script. This tool empowers HR professionals to upload raw CSV datasets, processes the data entirely in-memory (client-side) for maximum privacy and speed, an…

Excel
github / O-List-E-Commerce-Data-AnalyticsSOURCE MAP
PROJECT SNAPSHOTO List E Commerce Data Analytics

A comprehensive Data Engineering and Business Intelligence solution analyzing the Brazilian E-Commerce Public Dataset by Olist.

SELECTED PATHS01
  1. report/O-List Dashboard.pbix
TOOLKIT↗
Power BIPythonSQLMySQL
Open project
BI & analytics

O List E Commerce Data Analytics

A comprehensive Data Engineering and Business Intelligence solution analyzing the Brazilian E-Commerce Public Dataset by Olist.

Power BIPythonSQLMySQL
github / Fx-Rate-PipelineSOURCE MAP
PROJECT SNAPSHOTFX Rate Pipeline: Dockerized In-Flight State Management

An intentionally flawed ETL pipeline built with Apache NiFi and PostgreSQL inside Docker, designed to surface and demonstrate…

SELECTED PATHS03
  1. docker-compose.yml
  2. docs/data_lineage.md
  3. sql/init.sql
TOOLKIT↗
Apache NiFiPostgreSQLDockerETL
Open project
Data engineering

FX Rate Pipeline: Dockerized In-Flight State Management

An intentionally flawed ETL pipeline built with Apache NiFi and PostgreSQL inside Docker, designed to surface and demonstrate the architectural limitations of in-flight stateful transformation — and why the industry moved from ETL t…

Apache NiFiPostgreSQLDockerETL
github / AR_Financial_Tracking_SystemSOURCE MAP
PROJECT SNAPSHOTAccounts Receivable Analytics

An accounts-receivable analytics scenario connecting synthetic transactions, Power Query transformations, and a star schema.

SELECTED PATHS03
  1. docs/datalineage.md
  2. notebooks/data_generator.ipynb
  3. notebooks/user_comments_generator.ipynb
TOOLKIT↗
Power QueryETLStar SchemaPython
Open project
BI & analytics

Accounts Receivable Analytics

An accounts-receivable analytics scenario connecting synthetic transactions, Power Query transformations, and a star schema.

Power QueryETLStar SchemaPython
github / novatel-big-data-ecosystemSOURCE MAP
PROJECT SNAPSHOTNovaTel Big Data Ecosystem

A telecom data-platform simulation for Egyptian-market traffic, connecting Kafka, PySpark, ClickHouse, Airflow, and Superset.

SELECTED PATHS03
  1. docker-compose.yml
  2. docs/01_business_case.md
  3. docs/02_oltp_limitations.md
TOOLKIT↗
Apache KafkaPostgreSQLPySparkClickHouse
Open project
Data engineering

NovaTel Big Data Ecosystem

A telecom data-platform simulation for Egyptian-market traffic, connecting Kafka, PySpark, ClickHouse, Airflow, and Superset.

Apache KafkaPostgreSQLPySparkClickHouse
github / marketing_campaigns_analysisSOURCE MAP
PROJECT SNAPSHOTMarketing Campaign Performance Analysis & Dashboard

This project explains how data engineering and analytics enable smarter campaign investments. Optimizing marketing spend…

SELECTED PATHS03
  1. docs/example_interactions_guide.md
  2. docs/marketing_analysis_mentoring_prompt.md
  3. docs/prompt_implementation_guide.md
TOOLKIT↗
Power BIPythonSQLPandas
Open project
BI & analytics

Marketing Campaign Performance Analysis & Dashboard

This project explains how data engineering and analytics enable smarter campaign investments. Optimizing marketing spend requires reliable, well-modeled data. We build an end-to-end pipeline from raw campaign data to executive insig…

Power BIPythonSQLPandas
github / MaxAB_B2B_Retail_Wallet_OptimizationSOURCE MAP
PROJECT SNAPSHOTMaxAB Wallet Recharge Optimization: Databricks & Power BI

Source files and documentation for MaxAB Wallet Recharge Optimization: Databricks & Power BI.

SELECTED PATHS03
  1. databricks_sql/01_bronze.sql
  2. databricks_sql/02_silver.sql
  3. docs/assumptions_log.md
TOOLKIT↗
Power BIPythonSQLDatabricks
Open project
BI & analytics

MaxAB Wallet Recharge Optimization: Databricks & Power BI

Source files and documentation for MaxAB Wallet Recharge Optimization: Databricks & Power BI.

Power BIPythonSQLDatabricks
github / Airbnb_Athens_AnalysisREPOSITORY OVERVIEW
PROJECT SNAPSHOTAirbnb Athens Analysis

A production analytics project across the complete data lifecycle: ingestion, warehousing, transformation, profiling, and…

SELECTED PATHS—
No source files in this snapshot.The repository link remains available for context.
TOOLKIT↗
Not listed
Open project
BI & analytics

Airbnb Athens Analysis

A production analytics project across the complete data lifecycle: ingestion, warehousing, transformation, profiling, and storytelling. Using Airbnb Athens data (September 2025 snapshot with 26,900+ listings).

github / remote-work-trackerSOURCE MAP
PROJECT SNAPSHOTRemote Work Tracker BI Project

Daily scrape remote job postings, ingest into SQL, expose cleansed dataset to Power BI for trend analysis and data-driven…

SELECTED PATHS03
  1. config/fx_rates.json
  2. config/skills_lexicon.json
  3. documents/data_export_script_guide.md
TOOLKIT↗
Power BIPythonSQLAirflow
Open project
BI & analytics

Remote Work Tracker BI Project

Daily scrape remote job postings, ingest into SQL, expose cleansed dataset to Power BI for trend analysis and data-driven business recommendations.

Power BIPythonSQLAirflow
github / awesome-postgresUPSTREAM RESOURCE
PROJECT SNAPSHOTawesome-postgres

A curated list of awesome PostgreSQL software, libraries, tools and resources, inspired by awesome-mysql

SELECTED PATHS—
No source files in this snapshot.The repository link remains available for context.
TOOLKIT↗
Not listed
Upstream & source
LEARNING FORK

awesome-postgres

A curated list of awesome PostgreSQL software, libraries, tools and resources, inspired by awesome-mysql

Forked from dhamaniasad/awesome-postgres
github / Machine-Learning-and-Data-Science-ResoursesUPSTREAM RESOURCE
PROJECT SNAPSHOTMachine-Learning-and-Data-Science-Resourses

A learning resource and its upstream project.

SELECTED PATHS—
No source files in this snapshot.The repository link remains available for context.
TOOLKIT↗
Not listed
Upstream & source
github / customer-segmentation-clusteringSOURCE MAP
PROJECT SNAPSHOTCustomer Segmentation & Clustering — Full BI Project

This project demonstrates a full end-to-end data analytics pipeline: from raw e-commerce customer data → ETL → clustering → star…

SELECTED PATHS03
  1. etl/clean_customers.py
  2. etl/cluster.py
  3. etl/load_to_postgres.py
TOOLKIT↗
Power BIPythonSQLPostgreSQL
Open project
BI & analytics

Customer Segmentation & Clustering — Full BI Project

This project demonstrates a full end-to-end data analytics pipeline: from raw e-commerce customer data → ETL → clustering → star schema → advanced SQL (CTEs & window functions) → Power BI storytelling dashboard → interactive Streaml…

Power BIPythonSQLPostgreSQL
github / PortfolioSOURCE MAP
PROJECT SNAPSHOTSohila Khaled Abbas - Portfolio

This repository contains the code and assets for my personal portfolio website. It serves as a professional hub where visitors…

SELECTED PATHS03
  1. elements.html
  2. generic.html
  3. index.html
TOOLKIT↗
Power BIPythonSQLPostgreSQL
Open project
Apps & tools

Sohila Khaled Abbas - Portfolio

This repository contains the code and assets for my personal portfolio website. It serves as a professional hub where visitors can explore my data analysis projects, skills, and get in touch with me. The site is built using HTML, CS…

Power BIPythonSQLPostgreSQL
github / Python_EDA_Case_StudySOURCE MAP
PROJECT SNAPSHOTPython EDA Case Study

This project is an implementation of exploratory data analysis (EDA) techniques in Python, inspired by Mustafa Othman's YouTube…

SELECTED PATHS01
  1. notebook/Python Exploratory Data Analysis Case-study.ipynb
TOOLKIT↗
Python
Open project
BI & analytics

Python EDA Case Study

This project is an implementation of exploratory data analysis (EDA) techniques in Python, inspired by Mustafa Othman's YouTube tutorial. It focuses on analyzing employee salary data to uncover trends and insights.

Python
github / global-layoffs-analysisSOURCE MAP
PROJECT SNAPSHOTGlobal Layoffs Analysis

The Global Layoffs Analysis project uses SQL to explore workforce reduction trends across industries, funding stages, and…

SELECTED PATHS02
  1. sql/Data Cleaning.sql
  2. sql/Exploratory Data Analysis.sql
TOOLKIT↗
SQLPower BIPython
Open project
BI & analytics

Global Layoffs Analysis

The Global Layoffs Analysis project uses SQL to explore workforce reduction trends across industries, funding stages, and regions. By analyzing clean and enhanced datasets, it uncovers key drivers of layoffs, highlights global patte…

SQLPower BIPython

Public source snapshot: 2026-11-08. Checking current GitHub metadata…

New public repositories and source metadata refresh automatically. Forks retain upstream attribution. Case studies and project status are curated separately.

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